Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27216	PRV	Stephanie Harris	1943-12-15	UHC-40495-92	6903715635	3844 Spring St, Eden Prairie, MN, 55306	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-401576	CLM	Noah Le	1974-11-02	—	5145312747	2400 Meadow Ln, Dallas, TX, 75285	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120330	ENR	Jacqueline G Owens	1994-08-23	UHC-62366-83	—	2104 Mountain View Dr, Gilbert, AZ, 85242	0.64	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+2 more
ENR-115830	ENR	Randy C Sims	1983-10-01	UHC-91736-60	8164946255	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-429136	CLM	Juan O Murray	1959-12-26	UHC-76789-10	3922679400	9062 Park Pl, Gilbert, AZ, 85263	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429135	CLM	Juan O Murray	1959-12-26	UHC-76789-10	3922679400	9062 Park Pl, Gilbert, AZ, 85263	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-138694	ENR	Melissa Soto	2005-02-14	UHC-93543-82	3645251963	8505 Valley View Dr, Eden Prairie, MN, 55350	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58817	TPA	Nicholas Sanchez	1985-04-16	—	2054960238	3184 Canyon Rd, San Antonio, TX, 78264	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-112053	ENR	Sean Z Sims	1966-10-05	UHC-28541-23	8875415263	5018 Elm St, Mesa, AZ, 85281	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124073	ENR	Pamela Lopez	1942-03-06	UHC-70393-55	3852983272	1080 River Rd, Sacramento, CA, 95824	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117975	ENR	Douglas X Welch	1980-07-10	UHC-34288-43	7235375636	3626 Hillcrest Rd, Dallas, TX	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
TPA-57357	TPA	Kelly Espinoza	1999-11-27	—	—	2936 Canyon Rd, Sacramento, CA, 95858	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-58154	TPA	Jonathan Phillips	1973-02-12	—	9225484648	984 Union St, Tempe, AZ, 85206	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124753	ENR	Philip Scott	1943-05-13	UHC-89601-27	5666321495	6752 River Rd, Tempe, AZ, 85240	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23688	PRV	Frances Elliott	1958-02-18	UHC-93061-35	9118649287	2493 Maple Ave, Chandler, AZ, 85243	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118872	ENR	Kevin PJunk	1961-12-15	UHC-11236-73	6676859604	2062 Camelback Rd, Los Angeles, CA, 90030	0.64	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-118873	ENR	Kevin PJunk	1961-12-15	UHC-11236-73	6676859604	2062 Camelback Rd, Los Angeles, CA, 90030	0.64	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-431534	CLM	Amanda Li	1968-03-22	UHC-98440-07	—	8177 Ridge Rd, Gilbert, AZ, 85282	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50401	TPA	Ralph Kim	1948-04-13	—	—	6508 Church St, Sacramento, CA, 95893	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426905	CLM	Douglas Gray	1992-08-04	UHC-82303-97	—	—	0.64	Date of birth reformatted SSN last four extracted Gender normalised Plan code upper-cased+2 more
CLM-432386	CLM	Margaret Ramos	1995-07-26	UHC-40021-88	6014371352	4658 Mesa Dr, Columbus, OH, 43222	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413380	CLM	Olivia Robertson	1950-11-13	—	5592256717	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-25031	PRV	Joe Powell	1960-07-20	UHC-80342-40	—	5587 Harbor Blvd, Tampa, FL, 33642	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114812	ENR	Larua Y Coleman	1977-10-16	UHC-16193-22	7277426152	8086 Washington St, Houston, TX, 77027	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-107948	ENR	Ahmed X Harper	—	UHC-87526-51	4263598581	7978 Park Pl, Phoenix, AZ, 85072	0.64	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+2 more
ENR-107265	ENR	Bruce S Ramos	1948-03-06	UHC-52527-15	3794985571	6296 Main St, Glendale, AZ, 85347	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22542	PRV	Mei Hicks	1988-06-05	—	2482948291	8342 Lake View Rd, Chandler, AZ, 85284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134028	ENR	Debra L Marshall	2003-04-13	UHC-06922-26	6456655717	5514 Canyon Rd, Seattle, WA, 98135	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-52600	TPA	Emily Perez	1997-04-28	—	4075598766	74 Jefferson Ave, Columbus, OH, 43244	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23224	PRV	Juan Gilbert	2007-03-14	UHC-46118-29	—	354 Baseline Rd, Jacksonville, FL, 32286	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411372	CLM	Peter P Edwards	1948-09-12	—	3774316210	6925 Pine Dr, Mesa, AZ, 85257	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407228	CLM	Bruce Wagner	1982-02-16	—	4659720442	7740 Palm Dr, Seattle, WA, 98192	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122722	ENR	Charlotte C Gibson	1948-07-04	UHC-34652-59	8093990045	7647 Baseline Rd, Glendale, AZ, 85302	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112734	ENR	Christopher Ruiz	1946-03-21	UHC-69936-01	9854404038	7578 Ocean Ave, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112733	ENR	Christopher Ruiz	1946-03-21	UHC-69936-01	9854404038	7578 Ocean Ave, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103565	ENR	Gloria Perez	1980-02-17	UHC-82117-14	6766305258	8074 Pine Dr, Tampa, FL, 33635	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125993	ENR	Teresa B Alvarado	1963-04-16	UHC-66432-05	3894551467	7002 Baseline Rd, San Diego, CA, 92115	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-132882	ENR	Randy C Jensen	2008-05-28	UHC-83435-92	4107448684	7270 Ridge Rd, Austin, TX, 78717	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-53040	TPA	Melissa C Salazar	1994-04-25	—	—	8316 Apache Blvd, Sacramento, CA, 95885	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-423785	CLM	Douglas I Reynolds	2008-01-12	—	2736520040	8095 Highland Ave Apt 3, Minneapolis, MN, 55414	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
TPA-50664	TPA	Ralph F Gonzalez	1994-03-16	—	7308811916	7003 Jefferson Ave, Las Vegas, NV, 89189	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134292	ENR	Alice Nichols	1941-09-20	UHC-66036-24	—	8343 Baseline Rd, Los Angeles, CA, 90050	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-410188	CLM	Charlotte R Marquez	1942-01-27	UHC-49101-35	—	1083 Mountain View Dr, Atlanta, GA, 30358	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426312	CLM	Cheryl Perez	1963-04-01	—	6088639791	1788 Sunset Blvd, Mesa, AZ, 85248	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-400200	CLM	Roegr Orttiz	1970-12-19	UHC-26091-54	2333673612	7441 Bayshore Dr, Minneapolis, MN, 55411	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51974	TPA	Lawrence Ferguson	1995-02-09	—	—	8245 Canyon Rd, Dallas, TX, 75289	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104319	ENR	Evelyn A Montgomery	1980-09-25	UHC-11441-18	3807102392	3702 Valley View Dr, Eden Prairie, MN, 55379	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-423642	CLM	Timothy Franklin	1968-05-13	UHC-31927-61	—	1703 Oak St, Eden Prairie, MN, 55322	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-51814	TPA	Harold Berry	1971-02-16	—	—	8670 River Rd, Sacramento, CA, 95829	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110109	ENR	Mark Bennett	1955-07-17	UHC-76706-46	3544335996	1506 Indian School Rd, Minneapolis, MN, 55473	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

16,828 rows, page 164 of 337Previous Next